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A NOVEL METRIC BASED ON MCA FOR IMAGE QUALITY
He, Lihuo1,2; Lu, Wen1,2; Gao, Xinbo1,2; Tao, Dacheng3; Li, Xuelong3
作者部门光学影像分析与学习中心
2011-09-01
发表期刊INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING
ISSN0219-6913
卷号9期号:5页码:743-757
产权排序2
摘要Considering that the Human Visual System (HVS) has different perceptual characteristics for different morphological components, a novel image quality metric is proposed by incorporating Morphological Component Analysis (MCA) and HVS, which is capable of assessing the image with different kinds of distortion. Firstly, reference and distorted images are decomposed into linearly combined texture and cartoon components by MCA respectively. Then these components are turned into perceptual features by Just Noticeable Difference (JND) which integrates masking features, luminance adaptation and Contrast Sensitive Function (CSF). Finally, the discrimination between reference and distorted images perceptual features is quantified using a pooling strategy before the final image quality is obtained. Experimental results demonstrate that the performance of the proposed prevails over some existing methods on LIVE database II.
文章类型Article
关键词Image Quality Assessment Morphological Component Analysis Human Visual System Just Noticeable Difference
WOS标题词Science & Technology ; Technology ; Physical Sciences
DOI10.1142/S0219691311004298
收录类别SCI ; EI
关键词[WOS]MORPHOLOGICAL DIVERSITY ; SOURCE SEPARATION ; CONTOURLET ; DISTORTION ; MODEL
语种英语
WOS研究方向Computer Science ; Mathematics
WOS类目Computer Science, Software Engineering ; Mathematics, Interdisciplinary Applications
WOS记录号WOS:000296623700004
引用统计
被引频次:2[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/19858
专题光谱成像技术研究室
作者单位1.Xidian Univ, VIPS Lab, Sch Elect Engn, Minist Educ China, Xian 710071, Shaanxi, Peoples R China
2.Xidian Univ, Key Lab Intelligent Percept & Image Understanding, Sch Elect Engn, Minist Educ China, Xian 710071, Shaanxi, Peoples R China
3.Chinese Acad Sci, Ctr OPT IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China
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He, Lihuo,Lu, Wen,Gao, Xinbo,et al. A NOVEL METRIC BASED ON MCA FOR IMAGE QUALITY[J]. INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING,2011,9(5):743-757.
APA He, Lihuo,Lu, Wen,Gao, Xinbo,Tao, Dacheng,&Li, Xuelong.(2011).A NOVEL METRIC BASED ON MCA FOR IMAGE QUALITY.INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING,9(5),743-757.
MLA He, Lihuo,et al."A NOVEL METRIC BASED ON MCA FOR IMAGE QUALITY".INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING 9.5(2011):743-757.
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